Questions we answerAI and automation
Can AI help my team?
Often, but the useful question is where. AI that helps a person draft, summarise or analyse is a different decision from AI that runs a process.
Free · a few minutes · starts from “I think AI could help”
The short answer
Often, but rarely in the way people expect. AI helps most where a person keeps the judgement and gets a faster first draft, a summary or a first pass at analysis. Where the steps are fixed and need little judgement, ordinary automation is cheaper and more reliable than anything with a model in it. Where the process is undocumented or changes every time, neither is ready yet. The honest answer depends on how repeatable the work is and how much judgement it needs, and those two questions settle most of it.
Most teams can get something from AI. Fewer know which kind. The diagnostic separates a tool a person uses from an assistant that supports a role from an agent that runs a workflow, and tells you which the evidence supports.
It will also tell you when AI is not the first move — when the real problem is ownership or process, and automating it would automate the mess.
Is it really this?
Worth checking before you spend anything. These are the signals that tend to tell the two apart.
Signs it is
- You can name a task and describe it from start to finish.
- Skilled people spend hours on drafting, summarising and reformatting.
- The information the work needs already sits in a system rather than in people's memories.
Signs it's something else
- The trigger is a board question or a competitor's announcement rather than a task you can name.
- The work that hurts is judgement and relationships, where AI assists at best.
- Nobody owns the process, so there is nothing stable enough to help with.
What's usually behind it
- Skilled people spending hours on drafting, summarising and formatting.
- A repetitive process with clear inputs and outputs.
- A hunch that competitors are doing something you are not.
What people usually get wrong
- Starting with the technology and looking for somewhere to put it.
- Running a pilot with nobody accountable for the outcome, or for stopping it.
- Putting confidential or personal information into tools nobody has checked.
The options, and when each one fits
In no particular order. Which of these fits depends on your situation, not on the question you typed.
Give people AI tools
A person stays in charge and the drafting, checking or analysis speeds up.
Switch on what you already pay for
Your existing software has a feature for this that nobody has configured.
Automate a defined workflow
The steps are stable, frequent and low-judgement, and someone will own it when it breaks.
Fix the process first
The work is repetitive but nobody has written it down or simplified it.
When doing nothing is the right call
If nobody in the team can name a specific task, waiting is the sensible answer. A pilot with no owner and no defined job to do consumes attention and settles nothing. Come back when someone can point at a task and say how long it takes.
What the diagnostic asks
- Where you think AI could help: drafting, a repetitive process, analysis or customer contact.
- How repeatable the work is and how much judgement it needs.
- How often it comes up, how sensitive the information is and what happens if it goes wrong.
- Whether there is already software in place for it.
“I don't know” is always an answer. Nothing is assumed on your behalf.
The routes it weighs
Every diagnostic weighs all ten routes. These are the ones that tend to matter for this question — a description of the rules, not a promise about your answer.
AI Assist
Keep a person in charge and give them AI for drafting, summarising, checking or analysis.
AI Agent
Delegate a defined, repeatable workflow to software inside boundaries you set, with human oversight.
Process improvement
Change how the work flows — remove steps, name an owner, fix the hand-offs.
Do nothing yet
Record the issue, set a revisit date, and decide what would change your mind.
What changes the answer
- High judgement or high stakes keep a person in charge: AI assists, it does not run.
- Repeatable, frequent, low-judgement work with a system already in place is where an agent becomes credible.
- Sensitive information restricts autonomy whatever else is true.
Get your own read
A handful of short questions, then the strongest route for your situation, what's also credible, what we still don't know and what would change our view. No account, no setup.
Related questions
- Repetitive admin is eating the weekWork out how much of it should exist at all before automating any of it. Some repetitive admin is a process nobody has simplified, some is a good candidate for software, and a little of it genuinely needs a person.
- Do I need an AI agent, or just better tools?Usually better tools first. An agent runs a defined workflow inside boundaries; a tool helps a person do their own work faster. The diagnostic tells you which the evidence supports.
- Should I automate this work?If it is repeatable, frequent, low-judgement and written down, quite possibly. If any of those is missing, fix that first.
- Is my process ready to automate?Four things have to be true: the steps repeat, they are written down, it happens often enough to pay back, and someone can say what a failure costs.
- Should I automate reporting?Usually yes, and usually after asking which reports anyone actually uses. Automating a report nobody reads makes it permanent.
- What should I automate first?The most frequent, most repeatable, best-understood, lowest-stakes thing you do. Not the most annoying one, and not the one with the best demo.